{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/ariG23498/ImageRetrieval/blob/master/AutoEncoders_with_Supervision_for_Image_Retrieval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "R1OPzWtX7JeL"
   },
   "source": [
    "# Imports\n",
    "The packages used are:\n",
    "1. tensorflow\n",
    "2. `tf.keras`\n",
    "3. numpy\n",
    "4. matplotlip\n",
    "5. sklearn\n",
    "6. scipy\n",
    "7. random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "NvBqHkJqNqe4"
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install wandb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "m__HJR0uhXN9"
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.metrics.cluster import normalized_mutual_info_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from scipy.special import comb\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 70
    },
    "colab_type": "code",
    "id": "OY9_XDr6Olue",
    "outputId": "37a7da25-c888-47da-9175-8766d894964c"
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        window._wandbApiKey = new Promise((resolve, reject) => {\n",
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       "                newScript.onerror = reject;\n",
       "                newScript.onload = resolve;\n",
       "                document.body.appendChild(newScript);\n",
       "                newScript.src = url;\n",
       "            });\n",
       "            }\n",
       "            loadScript(\"https://cdn.jsdelivr.net/npm/postmate/build/postmate.min.js\").then(() => {\n",
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       "            document.body.appendChild(iframe)\n",
       "            const handshake = new Postmate({\n",
       "                container: iframe,\n",
       "                url: 'https://app.wandb.ai/authorize'\n",
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       "            const timeout = setTimeout(() => reject(\"Couldn't auto authenticate\"), 5000)\n",
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       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import wandb\n",
    "from wandb.keras import WandbCallback\n",
    "\n",
    "wandb.login()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "L946SWLBCMsp"
   },
   "source": [
    "# Data\n",
    "We are using the CIFAR10 dataset here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 53
    },
    "colab_type": "code",
    "id": "1Ko0G4yHpX0F",
    "outputId": "3d78f0ae-9d2c-4a44-e6f1-311b3b24c5fe"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
      "170500096/170498071 [==============================] - 3s 0us/step\n"
     ]
    }
   ],
   "source": [
    "(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()\n",
    "X = np.concatenate([X_train, X_test])\n",
    "y = np.concatenate([y_train, y_test])\n",
    "X = X/255.\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y,\n",
    "                                                    stratify=y, \n",
    "                                                    test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2XtFXdi1IeR1"
   },
   "outputs": [],
   "source": [
    "y_train_encode = tf.keras.utils.to_categorical(y_train,num_classes=10)\n",
    "y_test_encode = tf.keras.utils.to_categorical(y_test,num_classes=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 125
    },
    "colab_type": "code",
    "id": "1RiD_D4Gt0zl",
    "outputId": "3ee95810-d352-41a2-b185-ccf59d2d8eef"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO X_train shape: (57000, 32, 32, 3)\n",
      "INFO y_train shape: (57000, 1)\n",
      "INFO y_train_encode shape: (57000, 10)\n",
      "INFO X_test shape: (3000, 32, 32, 3)\n",
      "INFO y_test shape: (3000, 1)\n",
      "INFO y_test_encode shape: (3000, 10)\n"
     ]
    }
   ],
   "source": [
    "print('INFO X_train shape: {}'.format(X_train.shape))\n",
    "print('INFO y_train shape: {}'.format(y_train.shape))\n",
    "print('INFO y_train_encode shape: {}'.format(y_train_encode.shape))\n",
    "\n",
    "print('INFO X_test shape: {}'.format(X_test.shape))\n",
    "print('INFO y_test shape: {}'.format(y_test.shape))\n",
    "print('INFO y_test_encode shape: {}'.format(y_test_encode.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vP8P8KWy6xQT"
   },
   "source": [
    "## Autoencoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ygnX9WWzqIID"
   },
   "outputs": [],
   "source": [
    "def make_autoencoder(inputs):\n",
    "  # 32,32,3\n",
    "  x = tf.keras.layers.Conv2D(filters=32,kernel_size=(3,3),padding='same')(inputs)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 32,32,32\n",
    "  x = tf.keras.layers.MaxPool2D()(x)\n",
    "  # 16,16,32\n",
    "  x = tf.keras.layers.Conv2D(filters=64,kernel_size=(3,3),padding='same')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 16,16,64\n",
    "  x = tf.keras.layers.MaxPool2D()(x)\n",
    "  # 8,8,64\n",
    "  tap = tf.keras.layers.Conv2D(filters=128,kernel_size=(3,3),padding='same',name='retrieval')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(tap)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  \n",
    "  x = tf.keras.layers.UpSampling2D()(x)\n",
    "  # 16,16,128\n",
    "  x = tf.keras.layers.Conv2D(filters=128,kernel_size=(3,3),padding='same')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 16,16,128\n",
    "  x = tf.keras.layers.UpSampling2D()(x)\n",
    "  # 32,32,128\n",
    "  x = tf.keras.layers.Conv2D(filters=64,kernel_size=(3,3),padding='same')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 32,32,64\n",
    "  x = tf.keras.layers.Conv2D(filters=3,kernel_size=(3,3),activation='sigmoid',padding='same', name='auto_output')(x)\n",
    "\n",
    "  return (tap,x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "W5oki-d96065"
   },
   "source": [
    "## Dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "y3G6PpKWFDlx"
   },
   "outputs": [],
   "source": [
    "def make_fc_network(inputs):\n",
    "  x = tf.keras.layers.GlobalAveragePooling2D()(inputs)\n",
    "  x = tf.keras.layers.Dense(10,activation='softmax', name='fc_output')(x)\n",
    "  return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "pvSPZ5GULOG9"
   },
   "outputs": [],
   "source": [
    "tf.keras.backend.clear_session()\n",
    "inputs = tf.keras.Input(shape=(32,32,3))\n",
    "\n",
    "tap, auto_outputs = make_autoencoder(inputs)\n",
    "fc_outputs = make_fc_network(tap)\n",
    "\n",
    "model = tf.keras.Model(\n",
    "\t\t\tinputs=inputs,\n",
    "\t\t\toutputs=[auto_outputs, fc_outputs],\n",
    "\t\t\tname=\"combination\"\n",
    "\t\t\t)\n",
    "losses = {\n",
    "\t\"auto_output\": \"mse\",\n",
    "\t\"fc_output\": \"categorical_crossentropy\"\n",
    "\t}\n",
    "\n",
    "model.compile(optimizer='adam', loss=losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 448
    },
    "colab_type": "code",
    "id": "WFATuC7Kv4AV",
    "outputId": "88554f06-d6df-4637-cff6-4f9bd8ba9a05"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                Logging results to <a href=\"https://wandb.com\" target=\"_blank\">Weights & Biases</a> <a href=\"https://docs.wandb.com/integrations/jupyter.html\" target=\"_blank\">(Documentation)</a>.<br/>\n",
       "                Project page: <a href=\"https://app.wandb.ai/authors/image-retrieval\" target=\"_blank\">https://app.wandb.ai/authors/image-retrieval</a><br/>\n",
       "                Run page: <a href=\"https://app.wandb.ai/authors/image-retrieval/runs/3n74zr2o\" target=\"_blank\">https://app.wandb.ai/authors/image-retrieval/runs/3n74zr2o</a><br/>\n",
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "1425/1425 [==============================] - 15s 11ms/step - loss: 1.5745 - auto_output_loss: 0.0087 - fc_output_loss: 1.5657 - val_loss: 1.9143 - val_auto_output_loss: 0.0092 - val_fc_output_loss: 1.9051\n",
      "Epoch 2/10\n",
      "1425/1425 [==============================] - 15s 10ms/step - loss: 1.3230 - auto_output_loss: 0.0070 - fc_output_loss: 1.3160 - val_loss: 1.4726 - val_auto_output_loss: 0.0069 - val_fc_output_loss: 1.4657\n",
      "Epoch 3/10\n",
      "1425/1425 [==============================] - 15s 11ms/step - loss: 1.2204 - auto_output_loss: 0.0065 - fc_output_loss: 1.2139 - val_loss: 1.6143 - val_auto_output_loss: 0.0074 - val_fc_output_loss: 1.6069\n",
      "Epoch 4/10\n",
      "1425/1425 [==============================] - 15s 10ms/step - loss: 1.1537 - auto_output_loss: 0.0061 - fc_output_loss: 1.1476 - val_loss: 1.4766 - val_auto_output_loss: 0.0060 - val_fc_output_loss: 1.4707\n",
      "Epoch 5/10\n",
      "1425/1425 [==============================] - 15s 11ms/step - loss: 1.1053 - auto_output_loss: 0.0058 - fc_output_loss: 1.0995 - val_loss: 1.7009 - val_auto_output_loss: 0.0059 - val_fc_output_loss: 1.6949\n",
      "Epoch 6/10\n",
      "1425/1425 [==============================] - 15s 11ms/step - loss: 1.0702 - auto_output_loss: 0.0057 - fc_output_loss: 1.0645 - val_loss: 1.1381 - val_auto_output_loss: 0.0054 - val_fc_output_loss: 1.1327\n",
      "Epoch 7/10\n",
      "1425/1425 [==============================] - 15s 10ms/step - loss: 1.0362 - auto_output_loss: 0.0056 - fc_output_loss: 1.0307 - val_loss: 1.5359 - val_auto_output_loss: 0.0121 - val_fc_output_loss: 1.5238\n",
      "Epoch 8/10\n",
      "1425/1425 [==============================] - 15s 10ms/step - loss: 1.0081 - auto_output_loss: 0.0054 - fc_output_loss: 1.0027 - val_loss: 1.4068 - val_auto_output_loss: 0.0061 - val_fc_output_loss: 1.4008\n",
      "Epoch 9/10\n",
      "1425/1425 [==============================] - 15s 11ms/step - loss: 0.9826 - auto_output_loss: 0.0054 - fc_output_loss: 0.9771 - val_loss: 1.2720 - val_auto_output_loss: 0.0059 - val_fc_output_loss: 1.2661\n",
      "Epoch 10/10\n",
      "1425/1425 [==============================] - 15s 11ms/step - loss: 0.9624 - auto_output_loss: 0.0053 - fc_output_loss: 0.9571 - val_loss: 1.4572 - val_auto_output_loss: 0.0074 - val_fc_output_loss: 1.4498\n"
     ]
    }
   ],
   "source": [
    "wandb.init(project=\"new_project\", name=\"auto_with_supervision\")\n",
    "history = model.fit(\n",
    "    x=X_train,\n",
    "    y={\"auto_output\": X_train, \"fc_output\": y_train_encode},\n",
    "    validation_split=0.2,\n",
    "    epochs=10,\n",
    "    callbacks=[WandbCallback()],\n",
    "    use_multiprocessing=True\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 350
    },
    "colab_type": "code",
    "id": "Gff7GHycxIxU",
    "outputId": "d29a9194-55b8-4411-beb7-f95c3166ba89"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.subplot(1,3,1)\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "\n",
    "plt.subplot(1,3,2)\n",
    "plt.plot(history.history['auto_output_loss'])\n",
    "plt.plot(history.history['val_auto_output_loss'])\n",
    "plt.title('AUTOENCODER loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "\n",
    "plt.subplot(1,3,3)\n",
    "plt.plot(history.history['fc_output_loss'])\n",
    "plt.plot(history.history['val_fc_output_loss'])\n",
    "plt.title('DENSE loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 309
    },
    "colab_type": "code",
    "id": "hnxb5Q3U1vKS",
    "outputId": "a9ab0cde-4b9b-405f-eaf2-adaa4b6307d7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Images\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstruction of Test Images\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "auto_pred, fc_pred = model.predict(X_test)\n",
    "plt.figure(figsize=(20, 4))\n",
    "print(\"Test Images\")\n",
    "for i in range(10):\n",
    "    plt.subplot(2, 10, i+1)\n",
    "    plt.imshow(X_test[i])\n",
    "    curr_lbl = y_test[i]\n",
    "plt.show()    \n",
    "plt.figure(figsize=(20, 4))\n",
    "print(\"Reconstruction of Test Images\")\n",
    "for i in range(10):\n",
    "    plt.subplot(2, 10, i+1)\n",
    "    plt.imshow(auto_pred[i])  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6pcaDhDXPzKV"
   },
   "outputs": [],
   "source": [
    "layer_name = 'retrieval'\n",
    "slice_model = tf.keras.Model(\n",
    "    inputs=model.input,\n",
    "    outputs=model.get_layer(layer_name).output\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "fJeZrEYhR6GF",
    "outputId": "1933c683-adfa-4fd6-bc1d-a54f52b3a5d8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57000, 8, 8, 128)"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = slice_model.predict(X_train)\n",
    "pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "x7H4ar6D4PJ1",
    "outputId": "1cff8843-23c4-4255-c995-64b7e15ebe05"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorShape([57000, 128])"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = tf.keras.layers.GlobalAveragePooling2D()(pred)\n",
    "pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "NQMID6gejs1E",
    "outputId": "70ae0060-6312-4cf8-dcbe-c0cf2555c15d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57000, 2)"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_embedded = TSNE(n_components=2).fit_transform(pred)\n",
    "pred_embedded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 265
    },
    "colab_type": "code",
    "id": "A23F6McckThk",
    "outputId": "c6ce94ec-f284-49e8-a737-a21c637ca18c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['red','green','blue','purple','cyan', 'yellow', 'black', 'magenta','brown','orange']\n",
    "plt.scatter(\n",
    "    pred_embedded[:,0],\n",
    "    pred_embedded[:,1],\n",
    "    c=y_train,\n",
    "    cmap=matplotlib.colors.ListedColormap(colors)\n",
    "    )\n",
    "\n",
    "plt.savefig('t-sne.png')\n",
    "wandb.log({'t-sne': wandb.Image('t-sne.png')})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "eDrpPlI0SGXX",
    "outputId": "7f7afe10-ef1a-4e59-b377-23b18302ddaa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57000,)"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier = KMeans(n_clusters=10, random_state=0).fit(pred)\n",
    "classifier.labels_.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "-ejHm4TutG4-",
    "outputId": "c352038e-b5cd-4010-dec6-e2739a2dfba3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.43357735134829617"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmis = normalized_mutual_info_score(y_train.reshape(-1), classifier.labels_)\n",
    "nmis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PKZmUZjCNgXA"
   },
   "outputs": [],
   "source": [
    "def rand_index_score(clusters, classes):\n",
    "    tp_plus_fp = comb(np.bincount(clusters), 2).sum()\n",
    "    tp_plus_fn = comb(np.bincount(classes), 2).sum()\n",
    "    A = np.c_[(clusters, classes)]\n",
    "    tp = sum(comb(np.bincount(A[A[:, 0] == i, 1]), 2).sum()\n",
    "             for i in set(clusters))\n",
    "    fp = tp_plus_fp - tp\n",
    "    fn = tp_plus_fn - tp\n",
    "    tn = comb(len(A), 2) - tp - fp - fn\n",
    "    return (tp + tn) / (tp + fp + fn + tn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "j5j_vM3VQzus",
    "outputId": "0074fa92-c106-40db-bb1d-44c49ea00321"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8769812428226658"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ri_supervision = rand_index_score (y_train.reshape(-1), classifier.labels_)\n",
    "ri_supervision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 144
    },
    "colab_type": "code",
    "id": "BNulCi78Vf3b",
    "outputId": "d2135eae-5380-45cd-f81c-5e350b6b74f3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a random image from the test set\n",
    "idx = random.randint(0,X_test.shape[0])\n",
    "query = X_test[idx]\n",
    "label = y_test[idx]\n",
    "\n",
    "# Retrieve the embedding for the query image\n",
    "query_embed = slice_model.predict(query[np.newaxis,:,:,:])\n",
    "query_embed = tf.keras.layers.GlobalAveragePooling2D()(query_embed)\n",
    "\n",
    "# Predict the label from the clusters\n",
    "pred_label = classifier.predict(query_embed)\n",
    "\n",
    "# Retrive the train images of the particular cluster\n",
    "idx_cluster = classifier.labels_ == pred_label[0]\n",
    "\n",
    "image_cluster = X_train[idx_cluster]\n",
    "cluster = pred[idx_cluster]\n",
    "\n",
    "# Basic euclidean\n",
    "diff = cluster - query_embed\n",
    "diff_sq = np.square(diff)\n",
    "dis = np.sum(diff_sq, axis=1)\n",
    "\n",
    "# Top five images\n",
    "top_five_images = image_cluster[np.argsort(dis)[:5]]\n",
    "top_five_images.shape\n",
    "\n",
    "# Plot the result\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(1,6,1)\n",
    "plt.imshow(query)\n",
    "plt.title('QUERY')\n",
    "for i in range(1,6):\n",
    "  plt.subplot(1,6,i+1)\n",
    "  plt.imshow(top_five_images[i-1])\n",
    "  plt.title('#{}'.format(i))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "include_colab_link": true,
   "name": "AutoEncoders with Supervision for Image Retrieval.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
